TestLab: An Intelligent Automated Software Testing Framework

TL;DR

TestLab is an AI-powered automated testing framework that continuously tests software at multiple levels, identifying vulnerabilities and generating test cases to improve software quality and development speed.

Contribution

The paper introduces TestLab, a novel AI-driven framework integrating multiple testing methods and automatic test case generation for comprehensive software testing.

Findings

Automates multiple testing levels using AI.

Automatically generates test cases from source code.

Enhances detection of vulnerabilities.

Abstract

The prevalence of software systems has become an integral part of modern-day living. Software usage has increased significantly, leading to its growth in both size and complexity. Consequently, software development is becoming a more time-consuming process. In an attempt to accelerate the development cycle, the testing phase is often neglected, leading to the deployment of flawed systems that can have significant implications on the users daily activities. This work presents TestLab, an intelligent automated software testing framework that attempts to gather a set of testing methods and automate them using Artificial Intelligence to allow continuous testing of software systems at multiple levels from different scopes, ranging from developers to end-users. The tool consists of three modules, each serving a distinct purpose. The first two modules aim to identify vulnerabilities from different perspectives, while the third module enhances traditional automated software testing by automatically generating test cases through source code analysis.